d维超网格上布尔函数的d1/2+o(1)单调性检验

Hadley Black, Deeparnab Chakrabarty, C. Seshadhri
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引用次数: 3

摘要

超网格($f:[n]^d \to \{0,1\}$)上布尔函数的单调性测试是性能测试中的一个经典课题。确定该问题的非自适应复杂性是一个重要的开放性问题。对于任意$n$, [Black-Chakrabarty-Seshadhri, SODA 2020]描述了一个具有查询复杂性的测试器$\widetilde{O}(\varepsilon^{-4/3}d^{5/6})$。这种复杂性与$n$无关,但对$d$的依赖性不是最优的。最近,[Braverman-Khot-Kindler-Minzer, ITCS 2023]和[Black-Chakrabarty-Seshadhri, STOC 2023]分别描述了$\widetilde{O}(\varepsilon^{-2} n^3\sqrt{d})$和$\widetilde{O}(\varepsilon^{-2} n\sqrt{d})$ -查询测试器。这些测试人员对$d$的依赖几乎是最优的,但对$n$的依赖是次优的多项式。在本文中,我们描述了一个查询复杂度$O(\varepsilon^{-2} d^{1/2 + o(1)})$独立于$n$的非自适应单侧单调性测试器。直到$d^{o(1)}$ -因子,我们的结果解决了超网格上布尔函数单调性测试的非自适应复杂性。$n$的独立性为与任意产品度量相关联的布尔函数$f:\mathbb{R}^d \to \{0,1\}$产生了一个非自适应的单向$O(\varepsilon^{-2} d^{1/2 + o(1)})$查询单调性测试器。
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A d1/2+o(1) Monotonicity Tester for Boolean Functions on d-Dimensional Hypergrids
Monotonicity testing of Boolean functions on the hypergrid, $f:[n]^d \to \{0,1\}$, is a classic topic in property testing. Determining the non-adaptive complexity of this problem is an important open question. For arbitrary $n$, [Black-Chakrabarty-Seshadhri, SODA 2020] describe a tester with query complexity $\widetilde{O}(\varepsilon^{-4/3}d^{5/6})$. This complexity is independent of $n$, but has a suboptimal dependence on $d$. Recently, [Braverman-Khot-Kindler-Minzer, ITCS 2023] and [Black-Chakrabarty-Seshadhri, STOC 2023] describe $\widetilde{O}(\varepsilon^{-2} n^3\sqrt{d})$ and $\widetilde{O}(\varepsilon^{-2} n\sqrt{d})$-query testers, respectively. These testers have an almost optimal dependence on $d$, but a suboptimal polynomial dependence on $n$. In this paper, we describe a non-adaptive, one-sided monotonicity tester with query complexity $O(\varepsilon^{-2} d^{1/2 + o(1)})$, independent of $n$. Up to the $d^{o(1)}$-factors, our result resolves the non-adaptive complexity of monotonicity testing for Boolean functions on hypergrids. The independence of $n$ yields a non-adaptive, one-sided $O(\varepsilon^{-2} d^{1/2 + o(1)})$-query monotonicity tester for Boolean functions $f:\mathbb{R}^d \to \{0,1\}$ associated with an arbitrary product measure.
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